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What is a benefit to performing data cleansing (imputation, transformations, etc.) on data after partitioning the data for honest assessment as opposed to performing the data cleansing prior to partitioning the data?
It makes inference on the model possible.
It is computationally easier and requires less time.
It omits the training (and test) data sets from the benefits of the cleansing methods.
It allows for the determination of the effectiveness of the cleansing method.
Answer: D Question #88
A researcher has several variables that could be possible predictors for the final model. There is interest in checking all 2-way interactions for possible entry to the model. The researcher has decided to use forward selection within PROC LOGISTIC. Fill in the missing code option that will ensure that all 2-way interactions will be considered for entry.
start = 5
include = 4
include = 5
start = 4
Answer: C Question #89
FILL BLANK -
Refer to the confusion matrix:
An analyst determines that loan defaults occur at the rate of 3% in the overall population. The above confusion matrix is from an oversampled test set (1 = default). What is the sensitivity adjusted for the population event probability?
Enter your answer in the space below. Round to three decimals (example: n.nnn).
Refer to the exhibit:
On the Gains Chart, what is the correct interpretation of the horizontal reference line?
the proportion of cases that cannot be classified
the probability of a false negative
the probability of a false positive
the prior event rate
Answer: B Question #91
Refer to the confusion matrix:
Calculate the accuracy and error rate (0 - negative outcome, 1 - positive outcome)
Accuracy = 58/102, Error Rate = 23/48
Accuracy = 83/102, Error Rate = 67/102
Accuracy = 25/150, Error Rate = 44/150
Accuracy = 83/150, Error Rate = 67/150
Answer: A Question #92
Which statistic is based on the maximum vertical distance between the primary event EDF and the secondary event EDF?
Drag the adjustment formulas for oversamping from the left and place them into the correct location in the confusion matrix shown on the right. Select and Place:
An analyst knows that the categorical predictor, zip_code, is an important predictor of a binary target. However, zip_code has too many levels to be a feasible predictor in a model. The analyst uses PROC CLUSTER to implement Greenacre's method to reduce the number of categorical levels.
What is the correct application of Greenacre's method in this situation?
Clustering the levels using the target proportion for each zip_code as input.
Clustering the levels using the zip_code values as input.
Clustering the levels using the number of cases in each zip_code as input.
Clustering the levels using dummy coded zip_code levels as inputs.
This question will ask you to provide a segment of missing code.
The following code is used to create missing value indicator variables for input variables, fred1 to fred7.
Which segment of code would complete the task? A.
Answer: C Question #97
This question will ask you to provide a missing option. Given the following SAS program:
What option must be added to the program to obtain a data set containing Spearman statistics?
Answer: D Question #98
This question will ask you to provide a missing option.
A business analyst is investigating the differences in sales figures across 8 sales regions. The analyst is interested in viewing the regression equation parameter estimates for each of the design variables.
Which option completes the program to produce the regression equation parameter estimates?
After performing an ANOVA test, an analyst has determined that a significant effect exists due to income. The analyst wants to compare each Income to all others and wants to control for experimentwise error.
Which GLM procedure statement would provide the most appropriate output?
lsmeans Income / pdiff=control adjust=dunnett;
lsmeans Income / pdiff=control adjust=t;
lsmeans Income / pdiff=all adjust=tukey;
lsmeans Income / pdiff=all adjust=t;
Answer: A Reference:
Question #100 SIMULATION -
A linear model has the following characteristics:
*A dependent variable (y)
*One continuous variable (xl), including a quadratic term (x12)
*One categorical (d with 3 levels) predictor variable and an interaction term (d by x1) How many parameters, including the intercept, are associated with this model?
Enter your numeric answer in the space below. Do not add leading or trailing spaces to your answer.
SASInstitute A00-240 Exam (SAS Statistical Business Analysis SAS9: Regression and Model) Detailed Information
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SAS Certified Base Programmer for SAS 9
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SAS Certified Clinical Trials Programmer Using SAS 9
SAS Certified Data Scientist Using SAS 9 New!
SAS Certified Advanced Analytics Professional Using SAS 9 New!
SAS Certified Predictive Modeler Using SAS Enterprise Miner 13
SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling
Business Intelligence and Analytics
SAS Certified BI Content Developer for SAS 9
SAS Certified Visual Business Analyst: Exploration and Design Using SAS Visual Analytics
SAS Certified Big Data Professional Using SAS 9 New!
SAS Certified Data Integration Developer for SAS 9
SAS Certified Data Quality Steward for SAS 9
SAS Certified Platform Administrator for SAS 9
Technical Certifications for SAS Partners (restricted access)
SAS Certified Deployment Specialist for Visual Analytics 7.3
SAS Certified Technical Specialist for Visual Analytics 7.2
SAS Certified Architecture and Design Specialist for SAS Grid Manager 9.4
SAS Certified Deployment and Implementation Specialist for SAS Grid Manager 9.4
SAS Certified Intelligence Platform Deployment Professional for SAS 9
SAS 9.4 Intelligence Platform Migration Certification
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establishing a universal standard for measuring SAS software knowledge
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Successful candidates should be skilled in tasks such as
using advanced DATA step programming statements and efficiency techniques to solve complex problems
writing and interpreting SAS SQL code
creating and using the SAS MACRO facility.
A00-240 SAS Statistical Business Analysis SAS9: Regression and Model
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SAS Statistical Business Analysis SAS9: Regression and Model book
SAS Certification e book: Overview and career Paths | A00-240 Real Questions and VCE Practice Test
What first began as an agricultural research undertaking at North Carolina State school finally grew into a full-fledged application and features company by using 1976. SAS has long past on to boost a solid customer base within the banking and pharmaceutical industries as well as in academia and at a large number of businesses at all stages of government. these days, SAS is a leader in company analytics, records warehousing and information mining.
SAS has been recognized as one of the most premiere areas to work by way of companies like Fortune and the first rate location to Work Institute. Coming in at No. 37, SAS made its 21st appearance in Fortune's record of a hundred most suitable agencies to work for in 2017 and No. 23 in Fortune's checklist of excellent a hundred most useful workplaces for millennials in 2018. indeed, the company's low turnover fee (4 % in 2016) is an indicator of its commitment to its personnel and, not directly, to its customers as well.
Of the good a hundred Fortune international 500 companies, 96 are SAS valued clientele. SAS valued clientele span the globe with more than eighty three,000 instances installed in a hundred and forty four nations.
SAS certification software overview
SAS has awarded greater than 100,000 certifications in view that the software's introduction in 1999, in accordance with Brightcove. these days, the SAS global Certification application presents 23 credentials across seven categories:
enterprise Intelligence and Analytics
SAS certifications, along with required assessments and costs, are described in more element in right here sections. besides the fact that children journey tiers don't seem to be particularly indicated for each and every certification, a great rule of thumb is a minimum of eight months of experience on the base SAS gadget for Base Programmers and two to 3 years of valuable, arms-on event for all different certifications earlier than candidates address their respective exams.
All checks are administered with the aid of Pearson VUE or through a SAS-sponsored certification examination session (typically in conjunction with a practicing direction). SAS additionally presents on-line proctored exams for all certification credentials via their partnership with Pearson VUE. observe that every one certifications coated under are in accordance with SAS 9.4.
SAS foundation equipment certifications
basis equipment credentials intention at SAS gurus whose workdays revolve round writing and managing SAS classes. The enterprise at present presents three foundation tools certifications:
SAS certified Base Programmer for SAS 9: the base Programmer is aware of a way to question databases and function analyses, together with importing and exporting raw information data, manipulating facts, combining SAS information units and creating reviews. The certification examination points 50 to 55 multiple-choice questions, a one hundred-minute cut-off date, and candidates should answer as a minimum a 70 % of the questions accurately to circulate the examination.
SAS certified advanced Programmer for SAS 9: The advanced Programmer need to be expert in writing advanced statistics step programming statements and solving advanced problems in addition to decoding SAS SQL code and writing SAS macros. The certification examination aspects 60 to sixty five assorted-alternative questions, a 100-minute time limit and candidates should answer at the least 65 % of the questions accurately to move the exam.
SAS certified scientific Trials Programmer the usage of SAS 9: This programmer works exclusively with medical trials data, transforming uncooked facts into polished, validated experiences. There are two distinct paths to reaching this certification:
medical Trial Programmer exam: The certification examination elements ninety to100 distinctive-alternative questions, a three-hour closing date and candidates ought to answer at the least a 70 % of the questions as it should be to flow the examination. There are no necessities required to take this exam.
medical Trial Programmer – Accelerated examination: The certification examination facets 70 to seventy five dissimilar-alternative questions, a a hundred and twenty-minute closing date, and candidates should reply at least a 70 % of the questions as it should be to pass the exam. Candidates ought to already have completed the SAS Base Programmer certification earlier than they could sit for this accelerated examination.
SAS certified Base Programmer for SAS 9
SAS Base Programming for SAS 9 examination (A00-211)
$a hundred and eighty
SAS licensed advanced Programmer for SAS 9
SAS superior Programming for SAS 9 examination (A00-212)
have to possess SAS certified Base Programmer for SAS 9 credential
$a hundred and eighty
SAS licensed clinical Trials Programmer the use of SAS 9
scientific Trials Programming the use of SAS 9 exam (A00-280)
ORClinical Trials Programming the use of SAS 9 – Accelerated version examination (A00-281)
Requires the SAS certified Base Programmer for SAS 9 credential
$180 every exam
* SAS presents a 50 p.c cut price on the charge of all tests to instructors, students, college and personnel at faculties and higher training associations in addition to to SAS employees. See the SAS FAQs for particulars.
SAS superior Analytics certifications
The superior Analytics credentials are designed for SAS specialists who acquire, manipulate and analyze large information using SAS tools, run reports and make company concepts in line with advanced models. The certifications in this category include:
SAS licensed records Scientist the use of SAS 9: statistics scientists can use both open source and SAS tools to control statistics, kind conclusions and make strategies, and installation SAS solutions. as opposed to being a stand-by myself certification, the certified information Scientist credential is attained by way of completing the licensed huge information skilled and licensed superior Analytics knowledgeable credentials.
SAS licensed advanced Analytics skilled the usage of SAS 9: An advanced Analytics skilled makes use of predictive modeling and statistical analysis strategies and ideas to research huge statistics sets. Candidates ought to flow three assessments to finished this certification:
Predictive Monitoring the usage of SAS commercial enterprise Miner 7, 13 or 14
advanced Predictive Modeling
textual content Analytics, Time collection, Experimentation and Optimization
SAS licensed Predictive Modeler the usage of SAS commercial enterprise Miner 14: A Predictive Modeler prepares data and then builds, assesses, and implements predictive models. The certification exam features 55 to 60 assorted option and brief-reply questions, a one hundred sixty five-minute closing date, and candidates need to achieve a ranking of at least 725 facets from a possible factor range of 200 to 1,000 facets to flow the examination. discover greater about scaled scores by means of the examination FAQs. There are no credential must haves required to take this exam, even though a radical advantage of a few linked advantage and recommendations is required.
SAS certified Statistical business Analyst using SAS 9 Regression and Modeling: The Statistical company Analyst uses SAS software to operate statistical analyses and predictive modeling, together with linear and logistic regression, variance analysis and mannequin efficiency measurements. The certification exam features 60 distinct-option and short-answer questions, a two-hour closing date, and candidates ought to answer at the least 68 percent of the questions correctly to move the examination. There aren't any credential prerequisites required to take this examination, although a radical talents of a number of related potential and innovations is required.
SAS licensed statistics Scientist the usage of SAS 9
No exam is required. Credential is awarded to candidates who possess right here two certifications:
SAS certified huge information expert the usage of SAS 9 (2 assessments, $one hundred eighty each and every, $360 total)
SAS licensed superior Analytics professional using SAS 9 (3 tests, $610 total)
SAS certified advanced Analytics knowledgeable the usage of SAS 9
Predictive Modeling the usage of SAS commercial enterprise Miner 13 (Candidates with SAS certified Predictive Modeler the usage of SAS business Miner 7, 13 or 14 don't should take this examination.), $250
SAS advanced Predictive Modeling (A00-225), $one hundred eighty
SAS textual content Analytics, Time collection, Experimentation and Optimization (A00-226), $one hundred eighty
SAS licensed Predictive Modeler using SAS business Miner 14
Predictive Modeling the use of SAS enterprise Miner 14 examination
SAS certified Statistical enterprise Analyst using SAS 9: Regression and Modeling
SAS Statistical company analysis the usage of SAS 9: Regression and Modeling examination (A00-240)
$a hundred and eighty
SAS business Intelligence and Analytics certifications
The business Intelligence and Analytics credentials are designed for IT authorities who create interfaces and experiences for SAS 9 or who use SAS visual Analytics mechanically. For right here certifications, there are no credential must haves required to take these exams, although a thorough skills of a number of related talents and concepts is required. The three certifications in this category are:
SAS certified BI content Developer for SAS 9: The BI content material Developer focuses certainly on creating, enforcing and customizing SAS interface functions (such as reporting applications), together with data management and dashboard introduction. The certification exam facets 60 to 65 distinct-alternative questions, a two-hour time limit, and candidates have to reply at the least 70 p.c of the questions accurately to pass the examination.
SAS certified visual enterprise Analyst Exploration and Design the use of SAS visible Analytics: This credential pursuits analysts who use SAS visible Analytics, visible Analytics Explorer, and visible Analytics clothier to add, manipulate and discover facts, and create studies. The certification examination aspects 60 to 65 dissimilar-alternative questions, a one hundred-minute deadline, and candidates should reply as a minimum sixty eight percent of the questions correctly to flow the exam.
SAS certified visual Modeler the use of SAS visual information 7.four: The certified visible Modeler aims analysts who operate model becoming and analysis as well as predictive and exploratory modeling in company environments using SAS visual records. The certification examination elements 50 distinctive-alternative, brief-answer and interactive questions, a ninety-minute cut-off date and candidates have to answer as a minimum 68 p.c of the questions accurately to flow the examination.
SAS licensed BI content Developer for SAS 9
SAS BI content material construction for SAS 9 examination (A00-270)
$one hundred eighty
SAS licensed visible enterprise Analyst: Exploration and Design the usage of SAS visual Analytics
SAS visual Analytics 7.4 Exploration and Design examination (A00-277)
$a hundred and eighty
SAS licensed visible Modeler using SAS visual facts 7.4
SAS Interactive mannequin building and Exploration the use of SAS visible facts 7.four examination (A00-272)
SAS facts administration certifications
professionals whose workdays (or profession aspirations) revolve greater around managing information and structures in preference to deep data, evaluation and modeling will gravitate to records administration credentials. For right here certifications, there are no credential must haves required to take these tests, though an intensive competencies of a number of linked talents and innovations is required. The three certifications during this class are:
SAS licensed massive records knowledgeable the use of SAS 9: The big statistics credential is designed for specialists who habits statistical analyses using SAS and open supply data-management tools. This credential is constituted of two separate exams:
massive statistics education, facts and visible Exploration
SAS huge information Programming and Loading
SAS certified records Integration Developer for SAS 9: The data Integration Developer works with facts to prepare it for analysis and reporting. Candidates need to comprehend the way to outline the platform architecture for SAS business Analytics as well as create metadata, seriously change records and tables, and run jobs. The certification exam aspects 76 assorted-alternative questions, a 105-minute time limit, and candidates need to reply at least 70 % of the questions correctly to pass the examination.
SAS certified information great Steward for SAS 9: The data high-quality Steward validates the skills of authorities who use the SAS DataFlux statistics management Studio. The certification examination aspects seventy five multiple-option questions, a a hundred and ten-minute cut-off date, and candidates need to answer as a minimum sixty eight % of the questions correctly to flow the exam.
SAS certified big statistics knowledgeable using SAS 9
SAS big statistics education, data, and visible Exploration exam (A00-220)
SAS large facts Programming and Loading examination (A00-221)
$180 every, $360 complete
SAS certified information Integration Developer for SAS 9
SAS statistics Integration development for SAS 9 examination (A00-260)
$one hundred eighty
SAS certified information exceptional Steward for SAS 9
SAS records satisfactory the use of DataFlux records administration Studio examination (A00-262)
SAS Administration certifications
The administration category has a single credential – the SAS licensed Platform Administrator for SAS 9 – designed for experts liable for supporting the SAS business Analytics platform from installing through day-to-day upkeep. Candidates ought to know how to install folders, control user money owed, video display equipment performance, practice protection concepts, operate backups and comprehensive other administrative tasks. The certification exam aspects 70 numerous-alternative questions, a 110-minute cut-off date, and candidates should answer at the least 70 p.c of the questions as it should be to flow the examination.
SAS licensed Platform Administrator for SAS 9
SAS Platform Administration for SAS 9 examination (A00-250)
$one hundred eighty
SAS JMP is records evaluation and visualization software that enables clients to explore, mine and share information analyses in a graphical layout. The JMP credential includes two tests:
JMP licensed professional – JMP Scripting the usage of JMP 14: using the JMP Scripting Language (JSL), candidates will show their proficiency in finishing a considerable number of programming and scripting initiatives.
JMP licensed professional – Design and analysis of Experiments the usage of JMP 14: a success candidates will demonstrate their competencies and capabilities in designing and examining various industrial experiments, including evaluating mannequin assumptions and method optimization.
each of those certification checks characteristic 50 to 60 dissimilar-alternative and brief-answer questions, a 150-minute cut-off date, and candidates have to achieve a score of at least 725 points from the feasible aspect latitude of 200 to 1,000 facets. discover greater about scaled ratings via the exam FAQ.
JMP licensed expert: JMP Scripting the usage of JMP 14
JMP Scripting the usage of JMP 14 examination (A00-908)
JMP certified professional: Design and evaluation of Experiments the use of JMP 14
Design and evaluation of Experiments the use of JMP 14 (A00-909)
$one hundred eighty
SAS presents credential programs for certified SAS resellers, VARs, and consultants though its partner program. There are six accomplice credentials purchasable to SAS partners:
access to the partner credentialing portal is proscribed to approved SAS partners handiest. subsequently, some particulars of the associate examination process are hidden from public view. if you work for a SAS accomplice, ask your enterprise SAS liaison or your SAS earnings team for more details about associate certifications.
SAS-connected jobs and careers
Why get SAS licensed? greater demonstrated advantage usually means greater incomes energy. a brief seek SAS programmer on predominant job posting websites returns lots of, if not heaps, of open positions across the USA, most with beginning salaries in a spread from $52,000 to $126,000.
while salaries vary reckoning on business, journey, certifications achieved and different components, usual SAS programmer revenue are practically $81,038 nationally, per SimplyHired. The usual earnings in SAS statistical modeling careers are pretty much $110,000, topping out around $200,000.
Tip: To make the hiring technique simpler, employers can verify a candidate's credentials by using browsing the SAS world licensed skilled directory.
Suffice it to claim, a SAS certification will pay off directly. Couple that with a great business lifestyle, reaching a SAS credential and working for SAS is a smart career circulation for any individual with programming chops and a desire for sturdiness with a single company.
SAS careers are plentiful and range depending on your goals and profession aspirations. Some SAS careers naturally gravitate toward one or more certification categories. Some examples of commonplace job roles through certification class encompass:
basis equipment: Analysts, programmers and data managers
superior Analytics: Technical analysts, statisticians and information scientists
company Intelligence and Analytics: content builders and analysts
statistics administration: Analysts, programmers and information managers
Administration: Platform administrators
in spite of your enviornment(s) of pastime, you're going to discover a plethora of SAS careers attainable.
practising and supplies
SAS presents links to SAS school room and eLearning lessons, pattern examination questions and entire apply exams. refer to the exam education tab for every certification on the SAS Certification web site. Candidates should buy certification packages that include practicing classes, preparation materials and examination vouchers with common coupon codes of 35 to 40 %.
SAS practicing may also be pricey, counting on factors corresponding to start system and sophistication size.
individual courses latitude from lows around $1,100 to highs of $four,000. Candidates may still make certain to check out the SAS discounts internet web page for advice on existing discount classes, optimal price deals, veteran's discounts and greater before enrolling.
The SAS training and Books webpage provides links to certification prep books, working towards courses, eLearning alternatives (SAS onDemand) and the SAS international educational software. SAS also offers pattern exam questions and practising utility may well be accessed in the course of the SAS university edition.
Many colleges and universities, reminiscent of Philadelphia institution, Florida State university and the university of Missouri, to name just a couple of, additionally offer SAS certificate courses to their undergraduate and graduate college students. when you are in (or considering of going to) getting SAS licensed as a part of your degree software, it pays to check out your SAS certification alternatives before deciding upon an establishment of bigger learning.
[aHR0cHM6Ly93d3cuYnVzaW5lc3NuZXdzZGFpbHkuY29tL2ltYWdlcy9pLzAwMC8wMTcvMjg2L2kwMS9lZC10aXR0ZWwuanBlZw==] credit score: Ed Tittel
Ed is a 30-12 months-plus veteran of the computing industry, who has worked as a programmer, a technical supervisor, a school room instructor, a network consultant and a technical evangelist for organizations that include Burroughs, Schlumberger, Novell, IBM/Tivoli and NetQoS. He has written for a large number of publications, including Tom's IT seasoned, and is the creator of greater than 100 computing books on guidance security, net markup languages and building equipment, and windows working programs.
[aHR0cHM6Ly93d3cuYnVzaW5lc3NuZXdzZGFpbHkuY29tL2ltYWdlcy9pLzAwMC8wMTcvMjA3L2kwMS9lYXJsLWZvbGxpcy5qcGc=] credit score: Earl Follis
Earl FollisEarl is additionally a 30-year veteran of the computer industry, who labored in IT training, marketing, technical evangelism and market evaluation in the areas of networking and programs technology and management. Ed and Earl met within the late 1980s when Ed hired Earl as a coach at an Austin-enviornment networking company this is now part of HP. both of them have written a large number of books collectively on NetWare, home windows Server and other themes. Earl is also a regular writer for the computer alternate press with many e-books, white papers and articles to his credit.
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